Almond Data

Dataset statistics

Number of variables	13
Number of observations	2803
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	284.8 KiB
Average record size in memory	104.0 B

Variable types

Numeric	12
Categorical	1

Alerts

`Area` is highly overall correlated with `Convex_Area` and 1 other fields	High correlation
`Compactness` is highly overall correlated with `Extent` and 2 other fields	High correlation
`Convex_Area` is highly overall correlated with `Area` and 1 other fields	High correlation
`Extent` is highly overall correlated with `Compactness` and 1 other fields	High correlation
`Length` is highly overall correlated with `Perimeter`	High correlation
`Perimeter` is highly overall correlated with `Area` and 3 other fields	High correlation
`Solidity` is highly overall correlated with `Compactness` and 1 other fields	High correlation

Reproduction

Analysis started	2024-10-14 18:00:00.125290
Analysis finished	2024-10-14 18:00:23.104270
Duration	22.98 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

Length
Real number (ℝ)

HIGH CORRELATION

Distinct	1944
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	289.92638

Minimum	151.33527
Maximum	515.35248
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	151.33527
5-th percentile	203.6737
Q1	245.02597
median	279.87787
Q3	329.15091
95-th percentile	411.35281
Maximum	515.35248
Range	364.01721
Interquartile range (IQR)	84.124939

Descriptive statistics

Standard deviation	62.181171
Coefficient of variation (CV)	0.21447228
Kurtosis	0.068361152
Mean	289.92638
Median Absolute Deviation (MAD)	39.904999
Skewness	0.63684484
Sum	812663.64
Variance	3866.498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
252.4578857	5	0.2%
241.2635498	5	0.2%
254.4638672	5	0.2%
244.8665924	4	0.1%
296.0483093	4	0.1%
271.1351929	4	0.1%
342.9841003	4	0.1%
350.3298645	4	0.1%
310.4946899	4	0.1%
269.8413696	4	0.1%
Other values (1934)	2760	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151.3352661	1	< 0.1%
154.7952423	2	0.1%
156.0432281	1	< 0.1%
156.4661713	1	< 0.1%
159.2402954	1	< 0.1%
159.8836517	1	< 0.1%
160.4595642	1	< 0.1%
160.5242767	2	0.1%
167.8253021	3	0.1%
168.6890869	2	0.1%

Value	Count	Frequency (%)
515.352478	1	< 0.1%
512.6253052	2	0.1%
506.372406	1	< 0.1%
499.4121399	1	< 0.1%
497.4573059	1	< 0.1%
494.1210327	1	< 0.1%
481.2356873	1	< 0.1%
477.2573853	1	< 0.1%
475.8347168	1	< 0.1%
469.9933167	1	< 0.1%

Width
Real number (ℝ)

Distinct	1859
Distinct (%)	66.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	170.8074

Minimum	88.050529
Maximum	258.56979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	88.050529
5-th percentile	126.3836
Q1	149.5894
median	169.92412
Q3	190.64043
95-th percentile	224.59663
Maximum	258.56979
Range	170.51926
Interquartile range (IQR)	41.051025

Descriptive statistics

Standard deviation	29.587914
Coefficient of variation (CV)	0.17322384
Kurtosis	-0.050047453
Mean	170.8074
Median Absolute Deviation (MAD)	20.577881
Skewness	0.19561051
Sum	478773.15
Variance	875.44468
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169.46492	5	0.2%
184.4487152	5	0.2%
171.9005585	4	0.1%
134.7543488	4	0.1%
206.7833099	4	0.1%
204.3783875	4	0.1%
175.6868896	4	0.1%
132.1011047	4	0.1%
213.1753845	4	0.1%
162.4747772	4	0.1%
Other values (1849)	2761	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
88.05052948	1	< 0.1%
88.05123138	2	0.1%
90.07479095	1	< 0.1%
90.56969452	1	< 0.1%
92.25747681	1	< 0.1%
92.62679291	2	0.1%
93.73306274	2	0.1%
93.8094101	2	0.1%
94.20102692	1	< 0.1%
94.51618195	2	0.1%

Value	Count	Frequency (%)
258.5697937	1	< 0.1%
257.7919006	1	< 0.1%
257.3881836	1	< 0.1%
256.3813782	1	< 0.1%
255.9151306	1	< 0.1%
254.0734253	1	< 0.1%
253.7433777	1	< 0.1%
253.3808289	1	< 0.1%
253.0660858	1	< 0.1%
251.3216553	1	< 0.1%

Thickness
Real number (ℝ)

Distinct	1797
Distinct (%)	64.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.79245

Minimum	59.494278
Maximum	181.8452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	59.494278
5-th percentile	78.197243
Q1	97.348965
median	110.44627
Q3	121.59585
95-th percentile	140.16505
Maximum	181.8452
Range	122.35092
Interquartile range (IQR)	24.246883

Descriptive statistics

Standard deviation	18.94619
Coefficient of variation (CV)	0.17256369
Kurtosis	0.22639383
Mean	109.79245
Median Absolute Deviation (MAD)	11.84491
Skewness	0.11469466
Sum	307748.23
Variance	358.9581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102.5193939	5	0.2%
125.8632965	5	0.2%
128.172821	4	0.1%
102.9962845	4	0.1%
86.40414429	4	0.1%
131.7304077	4	0.1%
123.282135	4	0.1%
110.7969055	4	0.1%
83.44372559	4	0.1%
100.4527206	4	0.1%
Other values (1787)	2761	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
59.49427795	1	< 0.1%
59.99125671	2	0.1%
60.47774506	3	0.1%
60.52585983	1	< 0.1%
61.58906555	1	< 0.1%
62.78192902	2	0.1%
63.36927414	1	< 0.1%
63.89343643	2	0.1%
65.5340271	2	0.1%
66.75514221	1	< 0.1%

Value	Count	Frequency (%)
181.8451996	1	< 0.1%
181.4137115	1	< 0.1%
181.0529785	1	< 0.1%
179.3300171	3	0.1%
171.271286	2	0.1%
170.9720154	1	< 0.1%
169.5546112	2	0.1%
168.8439178	2	0.1%
164.6936035	1	< 0.1%
162.1138458	1	< 0.1%

Area
Real number (ℝ)

HIGH CORRELATION

Distinct	2750
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26511.117

Minimum	6037
Maximum	89282
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	6037
5-th percentile	10611.25
Q1	16211.5
median	23440.5
Q3	33451
95-th percentile	54367.3
Maximum	89282
Range	83245
Interquartile range (IQR)	17239.5

Descriptive statistics

Standard deviation	13782.561
Coefficient of variation (CV)	0.51987855
Kurtosis	1.6273588
Mean	26511.117
Median Absolute Deviation (MAD)	7998.5
Skewness	1.2424311
Sum	74310662
Variance	1.89959 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10535	3	0.1%
13978	2	0.1%
20190.5	2	0.1%
14676.5	2	0.1%
67056	2	0.1%
29979	2	0.1%
26640.5	2	0.1%
31187	2	0.1%
6499.5	2	0.1%
14873.5	2	0.1%
Other values (2740)	2782	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6037	1	< 0.1%
6177	1	< 0.1%
6185	1	< 0.1%
6198.5	1	< 0.1%
6499.5	2	0.1%
6574.5	1	< 0.1%
6755	1	< 0.1%
6819.5	1	< 0.1%
6898	1	< 0.1%
6915.5	1	< 0.1%

Value	Count	Frequency (%)
89282	1	< 0.1%
86040	1	< 0.1%
85880	1	< 0.1%
83822	1	< 0.1%
81813	1	< 0.1%
79559	1	< 0.1%
78531.5	1	< 0.1%
78338.5	1	< 0.1%
78242	1	< 0.1%
77816.5	1	< 0.1%

Perimeter
Real number (ℝ)

HIGH CORRELATION

Distinct	2793
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	743.86377

Minimum	311.56349
Maximum	1864.9474
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	311.56349
5-th percentile	436.05264
Q1	571.73001
median	707.48737
Q3	878.89653
95-th percentile	1151.6952
Maximum	1864.9474
Range	1553.3839
Interquartile range (IQR)	307.16652

Descriptive statistics

Standard deviation	230.63208
Coefficient of variation (CV)	0.31004612
Kurtosis	1.1297973
Mean	743.86377
Median Absolute Deviation (MAD)	151.65686
Skewness	0.91904927
Sum	2085050.1
Variance	53191.154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
954.6244514	2	0.1%
547.7300085	2	0.1%
881.244728	2	0.1%
726.2569201	2	0.1%
713.7716388	2	0.1%
557.3868634	2	0.1%
460.9604578	2	0.1%
692.4995612	2	0.1%
1437.425527	2	0.1%
506.5168068	2	0.1%
Other values (2783)	2783	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
311.5634888	1	< 0.1%
320.7350618	1	< 0.1%
320.9777024	1	< 0.1%
321.0782073	1	< 0.1%
340.7350615	1	< 0.1%
341.3208473	1	< 0.1%
342.0487697	1	< 0.1%
346.9777017	1	< 0.1%
348.29141	1	< 0.1%
348.4924203	1	< 0.1%

Value	Count	Frequency (%)
1864.947387	1	< 0.1%
1732.999123	1	< 0.1%
1719.935194	1	< 0.1%
1684.898617	1	< 0.1%
1675.082383	1	< 0.1%
1651.082382	1	< 0.1%
1627.803165	1	< 0.1%
1609.259008	1	< 0.1%
1606.898618	1	< 0.1%
1593.685414	1	< 0.1%

Roundness
Real number (ℝ)

Distinct	1944
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46952578

Minimum	0.17374846
Maximum	0.69729264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	0.17374846
5-th percentile	0.25480081
Q1	0.38359415
median	0.47143167
Q3	0.57732421
95-th percentile	0.63839578
Maximum	0.69729264
Range	0.52354419
Interquartile range (IQR)	0.19373006

Descriptive statistics

Standard deviation	0.11870449
Coefficient of variation (CV)	0.25281783
Kurtosis	-0.87364686
Mean	0.46952578
Median Absolute Deviation (MAD)	0.097720723
Skewness	-0.30042357
Sum	1316.0808
Variance	0.014090756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6323167105	7	0.2%
0.4142495572	5	0.2%
0.5977807185	4	0.1%
0.4535270637	4	0.1%
0.4947791534	4	0.1%
0.3682207855	4	0.1%
0.4591370937	4	0.1%
0.5100017618	4	0.1%
0.5789729752	4	0.1%
0.4289546782	4	0.1%
Other values (1934)	2759	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1737484552	2	0.1%
0.1783044211	2	0.1%
0.1811091857	1	< 0.1%
0.1850221679	1	< 0.1%
0.1881483404	1	< 0.1%
0.1943163767	2	0.1%
0.194803299	2	0.1%
0.2021449064	2	0.1%
0.2048341426	1	< 0.1%
0.2133799222	1	< 0.1%

Value	Count	Frequency (%)
0.6972926432	1	< 0.1%
0.6855770595	1	< 0.1%
0.6803785287	2	0.1%
0.6793269392	1	< 0.1%
0.6773676637	1	< 0.1%
0.6764886335	2	0.1%
0.6741675939	2	0.1%
0.673256447	1	< 0.1%
0.6706803041	2	0.1%
0.6692031068	1	< 0.1%

Solidity
Real number (ℝ)

HIGH CORRELATION

Distinct	2800
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95582807

Minimum	0.71877246
Maximum	0.99288912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	0.71877246
5-th percentile	0.8706016
Q1	0.94457906
median	0.97042221
Q3	0.98148402
95-th percentile	0.98862805
Maximum	0.99288912
Range	0.27411666
Interquartile range (IQR)	0.036904957

Descriptive statistics

Standard deviation	0.039595724
Coefficient of variation (CV)	0.041425572
Kurtosis	5.4602108
Mean	0.95582807
Median Absolute Deviation (MAD)	0.014092448
Skewness	-2.1749702
Sum	2679.1861
Variance	0.0015678214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7187724634	2	0.1%
0.9685987384	2	0.1%
0.9258937078	2	0.1%
0.9153351932	1	< 0.1%
0.9265368827	1	< 0.1%
0.9431130848	1	< 0.1%
0.9430423355	1	< 0.1%
0.9460082822	1	< 0.1%
0.9364214116	1	< 0.1%
0.9400149134	1	< 0.1%
Other values (2790)	2790	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7187724634	2	0.1%
0.7414402427	1	< 0.1%
0.7450065648	1	< 0.1%
0.7511175547	1	< 0.1%
0.7617977528	1	< 0.1%
0.7671826431	1	< 0.1%
0.7686141566	1	< 0.1%
0.7713918269	1	< 0.1%
0.7841960295	1	< 0.1%
0.7853451096	1	< 0.1%

Value	Count	Frequency (%)
0.992889123	1	< 0.1%
0.9927057971	1	< 0.1%
0.9924222343	1	< 0.1%
0.9922863139	1	< 0.1%
0.992081448	1	< 0.1%
0.9920251382	1	< 0.1%
0.9919179942	1	< 0.1%
0.9919061562	1	< 0.1%
0.9918980822	1	< 0.1%
0.9918912921	1	< 0.1%

Compactness
Real number (ℝ)

HIGH CORRELATION

Distinct	2800
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8252335

Minimum	1.1644687
Maximum	9.6600571
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	1.1644687
5-th percentile	1.2486428
Q1	1.3573981
median	1.5764123
Q3	1.9659529
95-th percentile	3.3775808
Maximum	9.6600571
Range	8.4955883
Interquartile range (IQR)	0.60855473

Descriptive statistics

Standard deviation	0.79405843
Coefficient of variation (CV)	0.43504485
Kurtosis	14.887234
Mean	1.8252335
Median Absolute Deviation (MAD)	0.2592854
Skewness	3.2181026
Sum	5116.1295
Variance	0.63052879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.457891663	2	0.1%
2.229812351	2	0.1%
2.452015431	2	0.1%
1.844151746	1	< 0.1%
2.284923767	1	< 0.1%
1.944841272	1	< 0.1%
2.274092729	1	< 0.1%
2.207729603	1	< 0.1%
2.466474898	1	< 0.1%
2.14965433	1	< 0.1%
Other values (2790)	2790	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.164468727	1	< 0.1%
1.16746807	1	< 0.1%
1.171493171	1	< 0.1%
1.172427662	1	< 0.1%
1.175407185	1	< 0.1%
1.179803389	1	< 0.1%
1.180105672	1	< 0.1%
1.182508941	1	< 0.1%
1.183430673	1	< 0.1%
1.184406026	1	< 0.1%

Value	Count	Frequency (%)
9.660057066	1	< 0.1%
9.085459347	1	< 0.1%
7.518157797	1	< 0.1%
7.052304174	1	< 0.1%
6.825683957	1	< 0.1%
6.732644849	1	< 0.1%
6.704805865	1	< 0.1%
6.596767535	1	< 0.1%
6.488794301	1	< 0.1%
6.457891663	2	0.1%

Aspect_Ratio
Real number (ℝ)

Distinct	1003
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7542552

Minimum	1.4000817
Maximum	2.7312514
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	1.4000817
5-th percentile	1.5183611
Q1	1.6152884
median	1.7059238
Q3	1.838599
95-th percentile	2.1539618
Maximum	2.7312514
Range	1.3311697
Interquartile range (IQR)	0.22331051

Descriptive statistics

Standard deviation	0.20393376
Coefficient of variation (CV)	0.11625091
Kurtosis	2.0536555
Mean	1.7542552
Median Absolute Deviation (MAD)	0.10548497
Skewness	1.302701
Sum	4917.1774
Variance	0.041588979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.548957718	8	0.3%
1.600438803	7	0.2%
1.864239083	7	0.2%
1.800293087	7	0.2%
1.577732151	7	0.2%
1.767010353	7	0.2%
2.111400983	7	0.2%
1.689471263	7	0.2%
1.880837863	6	0.2%
1.641675485	6	0.2%
Other values (993)	2734	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.400081673	5	0.2%
1.427405508	6	0.2%
1.436017711	2	0.1%
1.449457939	2	0.1%
1.45116974	4	0.1%
1.452477741	3	0.1%
1.462166258	2	0.1%
1.464647005	2	0.1%
1.466764392	2	0.1%
1.468290452	4	0.1%

Value	Count	Frequency (%)
2.73125138	3	0.1%
2.607367523	1	< 0.1%
2.606582831	4	0.1%
2.598485293	2	0.1%
2.580846925	2	0.1%
2.579810661	3	0.1%
2.573946228	1	< 0.1%
2.527518166	4	0.1%
2.506223458	2	0.1%
2.468742797	2	0.1%

Eccentricity
Real number (ℝ)

Distinct	1003
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.81361199

Minimum	0.69989674
Maximum	0.93056271
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	0.69989674
5-th percentile	0.75251646
Q1	0.78460362
median	0.81032867
Q3	0.83966301
95-th percentile	0.88790298
Maximum	0.93056271
Range	0.23066598
Interquartile range (IQR)	0.055059392

Descriptive statistics

Standard deviation	0.041301826
Coefficient of variation (CV)	0.050763542
Kurtosis	-0.37560752
Mean	0.81361199
Median Absolute Deviation (MAD)	0.027451218
Skewness	0.29789897
Sum	2280.5544
Variance	0.0017058409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7577382187	8	0.3%
0.8340819394	7	0.2%
0.8133212007	7	0.2%
0.7648571685	7	0.2%
0.8556213928	7	0.2%
0.8342153168	7	0.2%
0.799227214	7	0.2%
0.8664939375	7	0.2%
0.809647096	7	0.2%
0.8947935603	7	0.2%
Other values (993)	2732	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6998967364	1	< 0.1%
0.7135819492	3	0.1%
0.7176827201	3	0.1%
0.7238922111	4	0.1%
0.724666961	2	0.1%
0.7252565525	2	0.1%
0.7295600553	2	0.1%
0.7306442431	4	0.1%
0.731564017	5	0.2%
0.7322237453	3	0.1%

Value	Count	Frequency (%)
0.9305627139	3	0.1%
0.9235290021	4	0.1%
0.9234810453	2	0.1%
0.9229834746	1	< 0.1%
0.9218824365	4	0.1%
0.9218170052	3	0.1%
0.9214451377	2	0.1%
0.9184035118	2	0.1%
0.9169480017	1	< 0.1%
0.9142881235	2	0.1%

Extent
Real number (ℝ)

HIGH CORRELATION

Distinct	2800
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72458678

Minimum	0.45453779
Maximum	0.84581251
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	0.45453779
5-th percentile	0.63064192
Q1	0.70167312
median	0.73371998
Q3	0.75755057
95-th percentile	0.78175184
Maximum	0.84581251
Range	0.39127472
Interquartile range (IQR)	0.055877458

Descriptive statistics

Standard deviation	0.04747387
Coefficient of variation (CV)	0.065518543
Kurtosis	2.6796559
Mean	0.72458678
Median Absolute Deviation (MAD)	0.026578736
Skewness	-1.3329531
Sum	2031.0168
Variance	0.0022537683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5790716322	2	0.1%
0.6921828172	2	0.1%
0.6859948849	2	0.1%
0.6306057076	1	< 0.1%
0.7119083556	1	< 0.1%
0.7440802191	1	< 0.1%
0.687406994	1	< 0.1%
0.6853117643	1	< 0.1%
0.6604774052	1	< 0.1%
0.7204512742	1	< 0.1%
Other values (2790)	2790	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4545377868	1	< 0.1%
0.4665426918	1	< 0.1%
0.4750500848	1	< 0.1%
0.4811106853	1	< 0.1%
0.5125109553	1	< 0.1%
0.5189921069	1	< 0.1%
0.5216779019	1	< 0.1%
0.5260974521	1	< 0.1%
0.5262999181	1	< 0.1%
0.5306523297	1	< 0.1%

Value	Count	Frequency (%)
0.845812508	1	< 0.1%
0.8388227104	1	< 0.1%
0.8340985182	1	< 0.1%
0.8218047988	1	< 0.1%
0.8193163857	1	< 0.1%
0.8150636943	1	< 0.1%
0.812721519	1	< 0.1%
0.8121424577	1	< 0.1%
0.8091220238	1	< 0.1%
0.8080778302	1	< 0.1%

Convex_Area
Real number (ℝ)

HIGH CORRELATION

Distinct	2737
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27696.218

Minimum	6355
Maximum	90642.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	6355
5-th percentile	11025.95
Q1	17088.5
median	24589
Q3	34863.25
95-th percentile	56392.8
Maximum	90642.5
Range	84287.5
Interquartile range (IQR)	17774.75

Descriptive statistics

Standard deviation	14237.348
Coefficient of variation (CV)	0.51405385
Kurtosis	1.6065718
Mean	27696.218
Median Absolute Deviation (MAD)	8388
Skewness	1.2300579
Sum	77632500
Variance	2.0270207 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31150	3	0.1%
25311.5	2	0.1%
33251.5	2	0.1%
42292	2	0.1%
27847	2	0.1%
17638	2	0.1%
14736	2	0.1%
30942.5	2	0.1%
29574.5	2	0.1%
34335	2	0.1%
Other values (2727)	2782	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6355	1	< 0.1%
6522	1	< 0.1%
6532	1	< 0.1%
6558	1	< 0.1%
6960	1	< 0.1%
7254	1	< 0.1%
7429	1	< 0.1%
7455.5	1	< 0.1%
7466.5	1	< 0.1%
7473	1	< 0.1%

Value	Count	Frequency (%)
90642.5	1	< 0.1%
88169	1	< 0.1%
87204	1	< 0.1%
87194.5	1	< 0.1%
85139	1	< 0.1%
85004	1	< 0.1%
83363.5	1	< 0.1%
82324.5	1	< 0.1%
81859	1	< 0.1%
81600.5	1	< 0.1%

Type
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.0 KiB

SANORA	943
MAMRA	933
REGULAR	927

Length

Max length	7
Median length	6
Mean length	5.9978594
Min length	5

Characters and Unicode

Total characters	16812
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MAMRA
2nd row	MAMRA
3rd row	MAMRA
4th row	MAMRA
5th row	MAMRA

Common Values

Value	Count	Frequency (%)
SANORA	943	33.6%
MAMRA	933	33.3%
REGULAR	927	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sanora	943	33.6%
mamra	933	33.3%
regular	927	33.1%

Most occurring characters

Value	Count	Frequency (%)
A	4679	27.8%
R	3730	22.2%
M	1866	11.1%
S	943	5.6%
N	943	5.6%
O	943	5.6%
E	927	5.5%
G	927	5.5%
U	927	5.5%
L	927	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16812	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	4679	27.8%
R	3730	22.2%
M	1866	11.1%
S	943	5.6%
N	943	5.6%
O	943	5.6%
E	927	5.5%
G	927	5.5%
U	927	5.5%
L	927	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16812	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	4679	27.8%
R	3730	22.2%
M	1866	11.1%
S	943	5.6%
N	943	5.6%
O	943	5.6%
E	927	5.5%
G	927	5.5%
U	927	5.5%
L	927	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16812	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	4679	27.8%
R	3730	22.2%
M	1866	11.1%
S	943	5.6%
N	943	5.6%
O	943	5.6%
E	927	5.5%
G	927	5.5%
U	927	5.5%
L	927	5.5%

Auto

Heatmap
Table

	Area	Aspect_Ratio	Compactness	Convex_Area	Eccentricity	Extent	Length	Perimeter	Roundness	Solidity	Thickness	Type	Width
Area	1.000	0.024	0.069	0.995	0.020	0.357	0.456	0.848	0.228	0.177	0.344	0.179	0.283
Aspect_Ratio	0.024	1.000	0.116	0.029	0.358	-0.042	0.147	0.066	-0.202	-0.081	0.013	0.181	0.024
Compactness	0.069	0.116	1.000	0.133	0.107	-0.523	0.178	0.520	-0.436	-0.832	-0.028	0.204	0.122
Convex_Area	0.995	0.029	0.133	1.000	0.024	0.304	0.473	0.888	0.201	0.107	0.343	0.171	0.290
Eccentricity	0.020	0.358	0.107	0.024	1.000	-0.033	0.123	0.063	-0.204	-0.058	0.025	0.164	0.012
Extent	0.357	-0.042	-0.523	0.304	-0.033	1.000	0.031	0.020	0.286	0.677	0.057	0.256	-0.036
Length	0.456	0.147	0.178	0.473	0.123	0.031	1.000	0.502	-0.200	-0.102	0.178	0.248	0.309
Perimeter	0.848	0.066	0.520	0.888	0.063	0.020	0.502	1.000	-0.017	-0.256	0.272	0.192	0.303
Roundness	0.228	-0.202	-0.436	0.201	-0.204	0.286	-0.200	-0.017	1.000	0.322	0.070	0.321	-0.023
Solidity	0.177	-0.081	-0.832	0.107	-0.058	0.677	-0.102	-0.256	0.322	1.000	0.050	0.235	-0.041
Thickness	0.344	0.013	-0.028	0.343	0.025	0.057	0.178	0.272	0.070	0.050	1.000	0.173	0.170
Type	0.179	0.181	0.204	0.171	0.164	0.256	0.248	0.192	0.321	0.235	0.173	1.000	0.177
Width	0.283	0.024	0.122	0.290	0.012	-0.036	0.309	0.303	-0.023	-0.041	0.170	0.177	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Length	Width	Thickness	Area	Perimeter	Roundness	Solidity	Compactness	Aspect_Ratio	Eccentricity	Extent	Convex_Area	Type
0	272.553253	227.940628	127.759132	22619.0	643.813269	0.460467	0.973384	1.458265	1.565795	0.798147	0.681193	23237.5	MAMRA
1	340.942719	234.188126	128.199509	23038.0	680.984841	0.451983	0.957304	1.601844	1.552992	0.755233	0.656353	24065.5	MAMRA
2	344.597992	229.418610	125.796547	22386.5	646.943212	0.178304	0.967270	1.487772	1.696236	0.845151	0.683620	23144.0	MAMRA
3	367.850677	232.763153	125.918808	22578.5	661.227483	0.547965	0.965512	1.540979	1.942538	0.806122	0.685360	23385.0	MAMRA
4	276.140106	230.150742	107.253448	19068.0	624.842706	0.430272	0.951450	1.629395	2.142503	0.844623	0.714800	20041.0	MAMRA
5	315.898743	231.914429	107.759789	19335.0	615.386863	0.605619	0.957344	1.558628	1.740388	0.814227	0.727920	20196.5	MAMRA
6	195.676468	226.371048	106.479408	18583.5	613.972649	0.386679	0.956286	1.614212	2.134406	0.808327	0.727908	19433.0	MAMRA
7	227.627579	226.186142	102.623077	18069.5	584.859952	0.257667	0.968978	1.506426	1.688412	0.876796	0.740675	18648.0	MAMRA
8	413.477173	133.728958	138.190536	41492.0	1078.984843	0.309009	0.950986	2.232834	1.731157	0.798828	0.767645	43630.5	MAMRA
9	418.210327	156.352112	129.659897	40630.5	1039.428493	0.295783	0.955888	2.116056	1.647175	0.822175	0.758598	42505.5	MAMRA

	Length	Width	Thickness	Area	Perimeter	Roundness	Solidity	Compactness	Aspect_Ratio	Eccentricity	Extent	Convex_Area	Type
2793	294.598572	133.201599	110.655365	25529.0	765.386863	0.374527	0.956232	1.826074	1.809412	0.790335	0.681719	26697.5	SANORA
2794	282.113983	213.362000	126.778481	21200.5	687.085347	0.547854	0.945143	1.772007	1.508124	0.767723	0.708573	22431.0	SANORA
2795	420.821259	206.783310	127.363731	20866.0	674.073156	0.487400	0.954441	1.732866	1.690899	0.841358	0.721807	21862.0	SANORA
2796	292.296082	207.031631	125.491669	20319.5	706.943212	0.311953	0.945511	1.957249	2.070341	0.857196	0.719325	21490.5	SANORA
2797	345.911133	206.845505	125.980263	20483.5	655.830514	0.591948	0.958494	1.670972	1.656022	0.796027	0.731972	21370.5	SANORA
2798	244.866592	192.709366	122.356506	18471.5	653.345233	0.456914	0.931000	1.838965	1.812843	0.762105	0.725739	19840.5	SANORA
2799	366.171509	186.254745	118.708961	17213.5	581.688379	0.642495	0.952706	1.564234	1.705885	0.810162	0.714016	18068.0	SANORA
2800	408.806732	186.196182	119.147224	17510.5	608.315795	0.558189	0.948821	1.681705	1.668084	0.822138	0.718999	18455.0	SANORA
2801	280.646667	188.660828	120.634438	17941.0	630.759446	0.386465	0.944810	1.764701	1.705924	0.797262	0.738191	18989.0	SANORA
2802	269.356903	176.023636	88.955078	36683.5	887.310743	0.643761	0.947380	1.707933	1.530231	0.756930	0.722429	38721.0	SANORA

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample